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Loading the latest published snapshot and its supporting evidence.
Loading the latest published snapshot and its supporting evidence.
Public commercial prompt in the Rank.ai Agent Frameworks benchmark.
A current roll-up of published ranks, normalized facts, primary evidence, and entity relationships. No missing value is inferred.
| Metric | Value |
|---|---|
| public_prompt_insightsCross-engine brand disagreement | 66.67 percentderived |
| public_prompt_insightsDistinct citation URLs | 12 urlsmeasured |
| public_prompt_insightsDistinct reviewed brands surfaced | 1 brandsmeasured |
| public_prompt_insightsLeading-brand engine consensus | 66.67 percentderived |
| public_prompt_insightsLeading-brand owned-citation coverage | 66.67 percentderived |
| public_prompt_insightsLeading-brand owned-citation opportunity | 0 percentage_pointsderived |
| public_prompt_insightsReviewed-brand presence events | 2 presence_eventsmeasured |
| public_prompt_volatilityAbsolute consensus change | 33.33 percentage_pointsderived |
| public_prompt_volatilityAbsolute disagreement change | 22.22 percentage_pointsderived |
| public_prompt_volatilityLeading brand changed | 0 booleanderived |
| public_prompt_volatilityPrompt volatility index | 27.78 index_pointsderived |
Every currently published position, as of Aug 6, 2026 · 100% confidence.
| Rank | Leaderboard | Score | Movement | Method | Explain |
|---|---|---|---|---|---|
| #6 | Agent Frameworks Prompt Brand Leaders | 66.67 | 2 ranks lost | v2-parent-b391f18dce56ed52 | Explain Agent Frameworks Prompt Brand Leaders rank → |
| #4 | Agent Frameworks Engine Disagreement by Prompt | 66.67 | 5 ranks gained | v2-parent-b391f18dce56ed52 | Explain Agent Frameworks Engine Disagreement by Prompt rank → |
| #8 | Agent Frameworks Prompt Citation Opportunities | 0 | — | v2-parent-b391f18dce56ed52 |
Derives prompt-level brand leaders, cross-engine brand-set disagreement, and leading-brand owned-citation opportunity from the complete public Rank.ai benchmark cohort.
100% confidence · 100% component coverage · as of Aug 6, 2026, 12:00 AM UTC
All components available · 1 evidence record each
| Component | Value | Weight | Contribution |
|---|---|---|---|
| public prompt brand presence events | 2 | 0% | — |
| public prompt citation urls | 12 | 0% | — |
| public prompt distinct reviewed brands | 1 | 0% | — |
| public prompt engine disagreement | 66.666667 | 0% | — |
| public prompt leading brand consensus | 66.666667 | 100% | 66.667 |
23 published observations for When should an engineering team adopt an agent framework instead of building a tool-calling loop directly on a model API?, all at 100% confidence. Open a row for the source, evidence location, extraction method, and quality state.
| Metric | Value | Kind | As of | Evidence |
|---|---|---|---|---|
| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 2presence_events | measured | Aug 6, 2026 | View source
|
| Distinct reviewed brands surfacedpublic-prompt-distinct-reviewed-brands | 1brands | measured | Aug 6, 2026 | View source
|
| Explain Agent Frameworks Prompt Citation Opportunities rank → |
| #9 | Agent Frameworks Prompt Volatility | 27.78 | — | v1-parent-b391f18dce56ed52 | Explain Agent Frameworks Prompt Volatility rank → |
|---|
| public prompt leading brand owned citation coverage |
|---|
| 66.666667 |
| 0% |
| — |
| public prompt leading brand owned citation gap | 0 | 0% | — |
|---|
{"promptSlug":"agent-framework-vs-raw-model-sdk","corpusVersion":"ai-agent-frameworks-2026-07-27","runArtifactIds":["3e55a326-8e8e-45da-aa15-d6a4d18b1eb0","8f07f978-9adf-4d82-ad58-c7d1be53ae28","fbfb78d4-bfa9-4421-8903-dddcd215a080"],"parentSnapshotId":"8b3b3b29-46fc-49e3-8a31-7fd726fb5b88","providerMatrixVersion":"64232fd32583"}{"promptSlug":"agent-framework-vs-raw-model-sdk","corpusVersion":"ai-agent-frameworks-2026-07-27","runArtifactIds":["3e55a326-8e8e-45da-aa15-d6a4d18b1eb0","8f07f978-9adf-4d82-ad58-c7d1be53ae28","fbfb78d4-bfa9-4421-8903-dddcd215a080"],"parentSnapshotId":"8b3b3b29-46fc-49e3-8a31-7fd726fb5b88","providerMatrixVersion":"64232fd32583"}{"promptSlug":"agent-framework-vs-raw-model-sdk","corpusVersion":"ai-agent-frameworks-2026-07-27","runArtifactIds":["3e55a326-8e8e-45da-aa15-d6a4d18b1eb0","8f07f978-9adf-4d82-ad58-c7d1be53ae28","fbfb78d4-bfa9-4421-8903-dddcd215a080"],"parentSnapshotId":"8b3b3b29-46fc-49e3-8a31-7fd726fb5b88","providerMatrixVersion":"64232fd32583"}{"promptSlug":"agent-framework-vs-raw-model-sdk","corpusVersion":"ai-agent-frameworks-2026-07-27","runArtifactIds":["3e55a326-8e8e-45da-aa15-d6a4d18b1eb0","8f07f978-9adf-4d82-ad58-c7d1be53ae28","fbfb78d4-bfa9-4421-8903-dddcd215a080"],"parentSnapshotId":"8b3b3b29-46fc-49e3-8a31-7fd726fb5b88","providerMatrixVersion":"64232fd32583"}{"promptSlug":"agent-framework-vs-raw-model-sdk","corpusVersion":"ai-agent-frameworks-2026-07-27","runArtifactIds":["3e55a326-8e8e-45da-aa15-d6a4d18b1eb0","8f07f978-9adf-4d82-ad58-c7d1be53ae28","fbfb78d4-bfa9-4421-8903-dddcd215a080"],"parentSnapshotId":"8b3b3b29-46fc-49e3-8a31-7fd726fb5b88","providerMatrixVersion":"64232fd32583"}{"promptSlug":"agent-framework-vs-raw-model-sdk","corpusVersion":"ai-agent-frameworks-2026-07-27","runArtifactIds":["3e55a326-8e8e-45da-aa15-d6a4d18b1eb0","8f07f978-9adf-4d82-ad58-c7d1be53ae28","fbfb78d4-bfa9-4421-8903-dddcd215a080"],"parentSnapshotId":"8b3b3b29-46fc-49e3-8a31-7fd726fb5b88","providerMatrixVersion":"64232fd32583"}{"promptSlug":"agent-framework-vs-raw-model-sdk","corpusVersion":"ai-agent-frameworks-2026-07-27","runArtifactIds":["3e55a326-8e8e-45da-aa15-d6a4d18b1eb0","8f07f978-9adf-4d82-ad58-c7d1be53ae28","fbfb78d4-bfa9-4421-8903-dddcd215a080"],"parentSnapshotId":"8b3b3b29-46fc-49e3-8a31-7fd726fb5b88","providerMatrixVersion":"64232fd32583"}{"promptSlug":"agent-framework-vs-raw-model-sdk","corpusVersion":"ai-agent-frameworks-2026-07-27","runArtifactIds":["3e55a326-8e8e-45da-aa15-d6a4d18b1eb0","8f07f978-9adf-4d82-ad58-c7d1be53ae28","fbfb78d4-bfa9-4421-8903-dddcd215a080"],"parentSnapshotId":"8b3b3b29-46fc-49e3-8a31-7fd726fb5b88","providerMatrixVersion":"64232fd32583"}| Leading-brand engine consensuspublic-prompt-leading-brand-consensus | 66.6667percent | derived | Aug 6, 2026 | View source
|
|---|
| Prompt volatility indexpublic-prompt-volatility-index | 27.7778index_points | derived | Aug 6, 2026 | View source
|
|---|
| Leading-brand owned-citation coveragepublic-prompt-leading-brand-owned-citation-coverage | 66.6667percent | derived | Aug 6, 2026 | View source
|
|---|
| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 66.6667percent | derived | Aug 6, 2026 | View source
|
|---|
| Absolute disagreement changepublic-prompt-disagreement-absolute-change | 22.2222percentage_points | derived | Aug 6, 2026 | View source
|
|---|
| Distinct citation URLspublic-prompt-citation-urls | 12urls | measured | Aug 6, 2026 | View source
|
|---|
| Absolute consensus changepublic-prompt-consensus-absolute-change | 33.3333percentage_points | derived | Aug 6, 2026 | View source
|
|---|
| Leading-brand owned-citation opportunitypublic-prompt-leading-brand-owned-citation-gap | 0percentage_points | derived | Aug 6, 2026 | View source
|
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| Leading brand changedpublic-prompt-winner-changed | 0boolean | derived | Aug 6, 2026 | View source
|
|---|
| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 44.4444percent | derived | Jul 27, 2026 | View source
|
|---|
| Leading-brand engine consensuspublic-prompt-leading-brand-consensus | 100percent | derived | Jul 27, 2026 | View source
|
|---|
| Leading-brand owned-citation opportunitypublic-prompt-leading-brand-owned-citation-gap | 0percentage_points | derived | Jul 27, 2026 | View source
|
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| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 44.4444percent | derived | Jul 27, 2026 | View source
|
|---|
| Leading-brand owned-citation coveragepublic-prompt-leading-brand-owned-citation-coverage | 100percent | derived | Jul 27, 2026 | View source
|
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| Distinct reviewed brands surfacedpublic-prompt-distinct-reviewed-brands | 3brands | measured | Jul 27, 2026 | View source
|
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| Distinct citation URLspublic-prompt-citation-urls | 15urls | measured | Jul 27, 2026 | View source
|
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| Distinct reviewed brands surfacedpublic-prompt-distinct-reviewed-brands | 3brands | measured | Jul 27, 2026 | View source
|
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| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 5presence_events | measured | Jul 27, 2026 | View source
|
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| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 5presence_events | measured | Jul 27, 2026 | View source
|
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| Leading-brand engine consensuspublic-prompt-leading-brand-consensus | 100percent | derived | Jul 27, 2026 | View source
|
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| Distinct citation URLspublic-prompt-citation-urls | 15urls | measured | Jul 27, 2026 | View source
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